In [1]:
import re
import pandas as pd
In [2]:
import sys
import operator
import requests
import json
import twitter
from ibm_watson import PersonalityInsightsV3
# Import authenticator
from ibm_cloud_sdk_core.authenticators import IAMAuthenticator
import sys
import tweepy as tw
# Import pandas to work with dataframes
import pandas as pd
def analyze(handle):
consumer_key = 'SYrSUUtSMj9axUDGeaa15v9lb'
consumer_secret = 'wFx1VF4DZ24F1aE4Ll915n3kndh30dApTKC5K4LQ9sFXeoF0Iq'
access_token = '1286681690019110914-KU9w8PLUGR5SLfUHjm5qk5tFvo6o5y'
access_token_secret = 'iiS4DUZ0g0hvB0b4fm8LaK42ocwfzie9YeRHk4h7V2jxc'
auth = tw.OAuthHandler(consumer_key, consumer_secret)
auth.set_access_token(access_token, access_token_secret)
api = tw.API(auth, wait_on_rate_limit=True)
statuses = api.user_timeline(screen_name=handle, count=200, include_rts=True)
tweets = [tweet.text for tweet in statuses]
text = ''.join(str(tweet) for tweet in tweets)
# for status in statuses:
# if(status.lang == 'en'):
# text += status.text.encode('utf-8')
apikey = 'Fd-mm7gSObBFzwjaU6HWrE-zWXlP5WfmnVJqTiqisfLt'
url = 'https://api.us-south.personality-insights.watson.cloud.ibm.com/instances/0abf4e4f-d9ae-4e40-bb57-c1ca80ad1fb7'
authenticator = IAMAuthenticator(apikey)
personality_insights = PersonalityInsightsV3(
version='2017-10-13',
authenticator=authenticator
)
personality_insights.set_service_url(url)
pi_result = personality_insights.profile(text, accept='application/json').get_result()
return pi_result
In [3]:
df=pd.read_excel(r"C:\Users\nikhi\Downloads\Tamara DOL list (1).xlsx")
df.head()
Out[3]:
| Personality | |
|---|---|
| 0 | @donovanxramsey |
| 1 | @ChiomaYouthwork\n |
| 2 | @Heathen_Julie |
| 3 | @TheQueenNzinga |
| 4 | @AoverK |
In [4]:
def clean_text(text):
text=re.sub(r'@',"",text)
return text
df['Personality']=df['Personality'].apply(lambda x: clean_text(x))
df.head()
Out[4]:
| Personality | |
|---|---|
| 0 | donovanxramsey |
| 1 | ChiomaYouthwork\n |
| 2 | Heathen_Julie |
| 3 | TheQueenNzinga |
| 4 | AoverK |
In [5]:
user_list=df['Personality'].values.tolist()
In [6]:
user_list
Out[6]:
['donovanxramsey', 'ChiomaYouthwork\n', 'Heathen_Julie', 'TheQueenNzinga', 'AoverK', 'stanley00', 'meganranney', 'DraCoquiMD', 'DaTruthfulOne', '1BennySGOD', 'ItsJayK', 'jameskeiler', 'KimiaAshk', 'K_Bioguy_Cox', 'tariqnasheed', 'CSharksgirl101', 'greenbergepi', 'DunGaudBeats', 'Man_farts530', 'DrMonicaOganes', 'Miss_Chaparro', 'Rjdavilaa', 'jasonhu10530544', 'RachelBitecofer', 'PWeb61']
In [7]:
# # user1_handle = sys.argv[1]
# # user2_handle = sys.argv[2]
# user1_result = analyze('DrMonicaOganes')
# user2_result = analyze('Miss_Chaparro')
# user3_result = analyze('Rjdavilaa')
# user4_result = analyze('jasonhu10530544')
# user5_result = analyze('RachelBitecofer')
user_result={}
for i in user_list:
user_result[i]=analyze(i)
warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation. warning: On 1 December 2021, Personality Insights will no longer be available. For more information, see https://github.com/watson-developer-cloud/python-sdk/tree/master#personality-insights-deprecation.
In [8]:
user_result
Out[8]:
{'donovanxramsey': {'word_count': 2548,
'processed_language': 'en',
'personality': [{'trait_id': 'big5_openness',
'name': 'Openness',
'category': 'personality',
'percentile': 0.9282819764515566,
'significant': True,
'children': [{'trait_id': 'facet_adventurousness',
'name': 'Adventurousness',
'category': 'personality',
'percentile': 0.7168316648883856,
'significant': True},
{'trait_id': 'facet_artistic_interests',
'name': 'Artistic interests',
'category': 'personality',
'percentile': 0.7928872530912154,
'significant': True},
{'trait_id': 'facet_emotionality',
'name': 'Emotionality',
'category': 'personality',
'percentile': 0.4708053225185219,
'significant': True},
{'trait_id': 'facet_imagination',
'name': 'Imagination',
'category': 'personality',
'percentile': 0.8339099951709242,
'significant': True},
{'trait_id': 'facet_intellect',
'name': 'Intellect',
'category': 'personality',
'percentile': 0.9695294034366259,
'significant': True},
{'trait_id': 'facet_liberalism',
'name': 'Authority-challenging',
'category': 'personality',
'percentile': 0.808490242065564,
'significant': True}]},
{'trait_id': 'big5_conscientiousness',
'name': 'Conscientiousness',
'category': 'personality',
'percentile': 0.4617925113498872,
'significant': True,
'children': [{'trait_id': 'facet_achievement_striving',
'name': 'Achievement striving',
'category': 'personality',
'percentile': 0.6688049946717258,
'significant': True},
{'trait_id': 'facet_cautiousness',
'name': 'Cautiousness',
'category': 'personality',
'percentile': 0.7111986637272366,
'significant': True},
{'trait_id': 'facet_dutifulness',
'name': 'Dutifulness',
'category': 'personality',
'percentile': 0.29753925663012654,
'significant': True},
{'trait_id': 'facet_orderliness',
'name': 'Orderliness',
'category': 'personality',
'percentile': 0.625159410035247,
'significant': True},
{'trait_id': 'facet_self_discipline',
'name': 'Self-discipline',
'category': 'personality',
'percentile': 0.5918948799185537,
'significant': True},
{'trait_id': 'facet_self_efficacy',
'name': 'Self-efficacy',
'category': 'personality',
'percentile': 0.7037812414341349,
'significant': True}]},
{'trait_id': 'big5_extraversion',
'name': 'Extraversion',
'category': 'personality',
'percentile': 0.5855961692583492,
'significant': True,
'children': [{'trait_id': 'facet_activity_level',
'name': 'Activity level',
'category': 'personality',
'percentile': 0.5898712819684134,
'significant': True},
{'trait_id': 'facet_assertiveness',
'name': 'Assertiveness',
'category': 'personality',
'percentile': 0.7551913560164323,
'significant': True},
{'trait_id': 'facet_cheerfulness',
'name': 'Cheerfulness',
'category': 'personality',
'percentile': 0.15911616844891519,
'significant': True},
{'trait_id': 'facet_excitement_seeking',
'name': 'Excitement-seeking',
'category': 'personality',
'percentile': 0.38004367078525086,
'significant': True},
{'trait_id': 'facet_friendliness',
'name': 'Outgoing',
'category': 'personality',
'percentile': 0.32186778725212906,
'significant': True},
{'trait_id': 'facet_gregariousness',
'name': 'Gregariousness',
'category': 'personality',
'percentile': 0.12116942811944542,
'significant': True}]},
{'trait_id': 'big5_agreeableness',
'name': 'Agreeableness',
'category': 'personality',
'percentile': 0.2767571777236081,
'significant': True,
'children': [{'trait_id': 'facet_altruism',
'name': 'Altruism',
'category': 'personality',
'percentile': 0.45576529559234213,
'significant': True},
{'trait_id': 'facet_cooperation',
'name': 'Cooperation',
'category': 'personality',
'percentile': 0.30272748245333403,
'significant': True},
{'trait_id': 'facet_modesty',
'name': 'Modesty',
'category': 'personality',
'percentile': 0.100250284482085,
'significant': True},
{'trait_id': 'facet_morality',
'name': 'Uncompromising',
'category': 'personality',
'percentile': 0.5153667556527775,
'significant': True},
{'trait_id': 'facet_sympathy',
'name': 'Sympathy',
'category': 'personality',
'percentile': 0.898295619097111,
'significant': True},
{'trait_id': 'facet_trust',
'name': 'Trust',
'category': 'personality',
'percentile': 0.30448388009556476,
'significant': True}]},
{'trait_id': 'big5_neuroticism',
'name': 'Emotional range',
'category': 'personality',
'percentile': 0.2923980687372756,
'significant': True,
'children': [{'trait_id': 'facet_anger',
'name': 'Fiery',
'category': 'personality',
'percentile': 0.7483102187748603,
'significant': True},
{'trait_id': 'facet_anxiety',
'name': 'Prone to worry',
'category': 'personality',
'percentile': 0.3806334620718298,
'significant': True},
{'trait_id': 'facet_depression',
'name': 'Melancholy',
'category': 'personality',
'percentile': 0.4166954109236094,
'significant': True},
{'trait_id': 'facet_immoderation',
'name': 'Immoderation',
'category': 'personality',
'percentile': 0.29072313825919294,
'significant': True},
{'trait_id': 'facet_self_consciousness',
'name': 'Self-consciousness',
'category': 'personality',
'percentile': 0.4798045289402162,
'significant': True},
{'trait_id': 'facet_vulnerability',
'name': 'Susceptible to stress',
'category': 'personality',
'percentile': 0.2873978782670138,
'significant': True}]}],
'needs': [{'trait_id': 'need_challenge',
'name': 'Challenge',
'category': 'needs',
'percentile': 0.4268650226995188,
'significant': True},
{'trait_id': 'need_closeness',
'name': 'Closeness',
'category': 'needs',
'percentile': 0.1330982933344888,
'significant': True},
{'trait_id': 'need_curiosity',
'name': 'Curiosity',
'category': 'needs',
'percentile': 0.6959723354976145,
'significant': True},
{'trait_id': 'need_excitement',
'name': 'Excitement',
'category': 'needs',
'percentile': 0.1345504828428819,
'significant': True},
{'trait_id': 'need_harmony',
'name': 'Harmony',
'category': 'needs',
'percentile': 0.2619921791335481,
'significant': True},
{'trait_id': 'need_ideal',
'name': 'Ideal',
'category': 'needs',
'percentile': 0.5228524068203614,
'significant': True},
{'trait_id': 'need_liberty',
'name': 'Liberty',
'category': 'needs',
'percentile': 0.22764789246115547,
'significant': True},
{'trait_id': 'need_love',
'name': 'Love',
'category': 'needs',
'percentile': 0.2898000469444807,
'significant': True},
{'trait_id': 'need_practicality',
'name': 'Practicality',
'category': 'needs',
'percentile': 0.3950954392281024,
'significant': True},
{'trait_id': 'need_self_expression',
'name': 'Self-expression',
'category': 'needs',
'percentile': 0.39881749900650315,
'significant': True},
{'trait_id': 'need_stability',
'name': 'Stability',
'category': 'needs',
'percentile': 0.4216344821628372,
'significant': True},
{'trait_id': 'need_structure',
'name': 'Structure',
'category': 'needs',
'percentile': 0.545538763753791,
'significant': True}],
'values': [{'trait_id': 'value_conservation',
'name': 'Conservation',
'category': 'values',
'percentile': 0.1066017462478766,
'significant': True},
{'trait_id': 'value_openness_to_change',
'name': 'Openness to change',
'category': 'values',
'percentile': 0.3653680034247243,
'significant': True},
{'trait_id': 'value_hedonism',
'name': 'Hedonism',
'category': 'values',
'percentile': 0.2910776927471902,
'significant': True},
{'trait_id': 'value_self_enhancement',
'name': 'Self-enhancement',
'category': 'values',
'percentile': 0.35150589225551465,
'significant': True},
{'trait_id': 'value_self_transcendence',
'name': 'Self-transcendence',
'category': 'values',
'percentile': 0.2283635925050177,
'significant': True}],
'warnings': []},
'ChiomaYouthwork\n': {'word_count': 2996,
'processed_language': 'en',
'personality': [{'trait_id': 'big5_openness',
'name': 'Openness',
'category': 'personality',
'percentile': 0.7729210221089879,
'significant': True,
'children': [{'trait_id': 'facet_adventurousness',
'name': 'Adventurousness',
'category': 'personality',
'percentile': 0.6997437646640381,
'significant': True},
{'trait_id': 'facet_artistic_interests',
'name': 'Artistic interests',
'category': 'personality',
'percentile': 0.8477247870492652,
'significant': True},
{'trait_id': 'facet_emotionality',
'name': 'Emotionality',
'category': 'personality',
'percentile': 0.9020614480240245,
'significant': True},
{'trait_id': 'facet_imagination',
'name': 'Imagination',
'category': 'personality',
'percentile': 0.7989936655473416,
'significant': True},
{'trait_id': 'facet_intellect',
'name': 'Intellect',
'category': 'personality',
'percentile': 0.8174577760928096,
'significant': True},
{'trait_id': 'facet_liberalism',
'name': 'Authority-challenging',
'category': 'personality',
'percentile': 0.76557142331796,
'significant': True}]},
{'trait_id': 'big5_conscientiousness',
'name': 'Conscientiousness',
'category': 'personality',
'percentile': 0.6666860145097517,
'significant': True,
'children': [{'trait_id': 'facet_achievement_striving',
'name': 'Achievement striving',
'category': 'personality',
'percentile': 0.8659354171964937,
'significant': True},
{'trait_id': 'facet_cautiousness',
'name': 'Cautiousness',
'category': 'personality',
'percentile': 0.4804381674829731,
'significant': True},
{'trait_id': 'facet_dutifulness',
'name': 'Dutifulness',
'category': 'personality',
'percentile': 0.45557715733943216,
'significant': True},
{'trait_id': 'facet_orderliness',
'name': 'Orderliness',
'category': 'personality',
'percentile': 0.21732125443313366,
'significant': True},
{'trait_id': 'facet_self_discipline',
'name': 'Self-discipline',
'category': 'personality',
'percentile': 0.4505655260675141,
'significant': True},
{'trait_id': 'facet_self_efficacy',
'name': 'Self-efficacy',
'category': 'personality',
'percentile': 0.7859472019901633,
'significant': True}]},
{'trait_id': 'big5_extraversion',
'name': 'Extraversion',
'category': 'personality',
'percentile': 0.3972340117439753,
'significant': True,
'children': [{'trait_id': 'facet_activity_level',
'name': 'Activity level',
'category': 'personality',
'percentile': 0.9178834584541034,
'significant': True},
{'trait_id': 'facet_assertiveness',
'name': 'Assertiveness',
'category': 'personality',
'percentile': 0.8150218933633646,
'significant': True},
{'trait_id': 'facet_cheerfulness',
'name': 'Cheerfulness',
'category': 'personality',
'percentile': 0.2761917363531089,
'significant': True},
{'trait_id': 'facet_excitement_seeking',
'name': 'Excitement-seeking',
'category': 'personality',
'percentile': 0.3538224877431293,
'significant': True},
{'trait_id': 'facet_friendliness',
'name': 'Outgoing',
'category': 'personality',
'percentile': 0.6664110793203188,
'significant': True},
{'trait_id': 'facet_gregariousness',
'name': 'Gregariousness',
'category': 'personality',
'percentile': 0.21638184336542687,
'significant': True}]},
{'trait_id': 'big5_agreeableness',
'name': 'Agreeableness',
'category': 'personality',
'percentile': 0.744220477177324,
'significant': True,
'children': [{'trait_id': 'facet_altruism',
'name': 'Altruism',
'category': 'personality',
'percentile': 0.9526463054783502,
'significant': True},
{'trait_id': 'facet_cooperation',
'name': 'Cooperation',
'category': 'personality',
'percentile': 0.5295423733269727,
'significant': True},
{'trait_id': 'facet_modesty',
'name': 'Modesty',
'category': 'personality',
'percentile': 0.28471716624796695,
'significant': True},
{'trait_id': 'facet_morality',
'name': 'Uncompromising',
'category': 'personality',
'percentile': 0.6344889547808017,
'significant': True},
{'trait_id': 'facet_sympathy',
'name': 'Sympathy',
'category': 'personality',
'percentile': 0.9924568031840941,
'significant': True},
{'trait_id': 'facet_trust',
'name': 'Trust',
'category': 'personality',
'percentile': 0.7848106616815017,
'significant': True}]},
{'trait_id': 'big5_neuroticism',
'name': 'Emotional range',
'category': 'personality',
'percentile': 0.6764743050247392,
'significant': True,
'children': [{'trait_id': 'facet_anger',
'name': 'Fiery',
'category': 'personality',
'percentile': 0.8054663232384348,
'significant': True},
{'trait_id': 'facet_anxiety',
'name': 'Prone to worry',
'category': 'personality',
'percentile': 0.7090981320181694,
'significant': True},
{'trait_id': 'facet_depression',
'name': 'Melancholy',
'category': 'personality',
'percentile': 0.5412410746984149,
'significant': True},
{'trait_id': 'facet_immoderation',
'name': 'Immoderation',
'category': 'personality',
'percentile': 0.2115821135611584,
'significant': True},
{'trait_id': 'facet_self_consciousness',
'name': 'Self-consciousness',
'category': 'personality',
'percentile': 0.5247518982627751,
'significant': True},
{'trait_id': 'facet_vulnerability',
'name': 'Susceptible to stress',
'category': 'personality',
'percentile': 0.6404780203819469,
'significant': True}]}],
'needs': [{'trait_id': 'need_challenge',
'name': 'Challenge',
'category': 'needs',
'percentile': 0.6081310916235148,
'significant': True},
{'trait_id': 'need_closeness',
'name': 'Closeness',
'category': 'needs',
'percentile': 0.5935037047758941,
'significant': True},
{'trait_id': 'need_curiosity',
'name': 'Curiosity',
'category': 'needs',
'percentile': 0.7776925236371697,
'significant': True},
{'trait_id': 'need_excitement',
'name': 'Excitement',
'category': 'needs',
'percentile': 0.12873478215252815,
'significant': True},
{'trait_id': 'need_harmony',
'name': 'Harmony',
'category': 'needs',
'percentile': 0.8450969318496369,
'significant': True},
{'trait_id': 'need_ideal',
'name': 'Ideal',
'category': 'needs',
'percentile': 0.5708254300432888,
'significant': True},
{'trait_id': 'need_liberty',
'name': 'Liberty',
'category': 'needs',
'percentile': 0.3020249429060118,
'significant': True},
{'trait_id': 'need_love',
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'percentile': 0.34529615078094245,
'significant': True}],
'values': [{'trait_id': 'value_conservation',
'name': 'Conservation',
'category': 'values',
'percentile': 0.03364727870517059,
'significant': True},
{'trait_id': 'value_openness_to_change',
'name': 'Openness to change',
'category': 'values',
'percentile': 0.7302749514279987,
'significant': True},
{'trait_id': 'value_hedonism',
'name': 'Hedonism',
'category': 'values',
'percentile': 0.24430015810550737,
'significant': True},
{'trait_id': 'value_self_enhancement',
'name': 'Self-enhancement',
'category': 'values',
'percentile': 0.20420407402211815,
'significant': True},
{'trait_id': 'value_self_transcendence',
'name': 'Self-transcendence',
'category': 'values',
'percentile': 0.39373383017757924,
'significant': True}],
'warnings': []},
'RachelBitecofer': {'word_count': 3376,
'processed_language': 'en',
'personality': [{'trait_id': 'big5_openness',
'name': 'Openness',
'category': 'personality',
'percentile': 0.948394453291916,
'significant': True,
'children': [{'trait_id': 'facet_adventurousness',
'name': 'Adventurousness',
'category': 'personality',
'percentile': 0.6526278235568843,
'significant': True},
{'trait_id': 'facet_artistic_interests',
'name': 'Artistic interests',
'category': 'personality',
'percentile': 0.5464653226056312,
'significant': True},
{'trait_id': 'facet_emotionality',
'name': 'Emotionality',
'category': 'personality',
'percentile': 0.13904019851448307,
'significant': True},
{'trait_id': 'facet_imagination',
'name': 'Imagination',
'category': 'personality',
'percentile': 0.5769481036567011,
'significant': True},
{'trait_id': 'facet_intellect',
'name': 'Intellect',
'category': 'personality',
'percentile': 0.996811620346497,
'significant': True},
{'trait_id': 'facet_liberalism',
'name': 'Authority-challenging',
'category': 'personality',
'percentile': 0.9373729022697947,
'significant': True}]},
{'trait_id': 'big5_conscientiousness',
'name': 'Conscientiousness',
'category': 'personality',
'percentile': 0.5618819996258957,
'significant': True,
'children': [{'trait_id': 'facet_achievement_striving',
'name': 'Achievement striving',
'category': 'personality',
'percentile': 0.6733471378983646,
'significant': True},
{'trait_id': 'facet_cautiousness',
'name': 'Cautiousness',
'category': 'personality',
'percentile': 0.8483243543918279,
'significant': True},
{'trait_id': 'facet_dutifulness',
'name': 'Dutifulness',
'category': 'personality',
'percentile': 0.45682297703755403,
'significant': True},
{'trait_id': 'facet_orderliness',
'name': 'Orderliness',
'category': 'personality',
'percentile': 0.2728533993557133,
'significant': True},
{'trait_id': 'facet_self_discipline',
'name': 'Self-discipline',
'category': 'personality',
'percentile': 0.34141341841323297,
'significant': True},
{'trait_id': 'facet_self_efficacy',
'name': 'Self-efficacy',
'category': 'personality',
'percentile': 0.8399637328220733,
'significant': True}]},
{'trait_id': 'big5_extraversion',
'name': 'Extraversion',
'category': 'personality',
'percentile': 0.4906810422629887,
'significant': True,
'children': [{'trait_id': 'facet_activity_level',
'name': 'Activity level',
'category': 'personality',
'percentile': 0.5967992969565363,
'significant': True},
{'trait_id': 'facet_assertiveness',
'name': 'Assertiveness',
'category': 'personality',
'percentile': 0.8819051051139666,
'significant': True},
{'trait_id': 'facet_cheerfulness',
'name': 'Cheerfulness',
'category': 'personality',
'percentile': 0.02668074451504665,
'significant': True},
{'trait_id': 'facet_excitement_seeking',
'name': 'Excitement-seeking',
'category': 'personality',
'percentile': 0.2590718666608892,
'significant': True},
{'trait_id': 'facet_friendliness',
'name': 'Outgoing',
'category': 'personality',
'percentile': 0.2028824278062331,
'significant': True},
{'trait_id': 'facet_gregariousness',
'name': 'Gregariousness',
'category': 'personality',
'percentile': 0.08440270851268522,
'significant': True}]},
{'trait_id': 'big5_agreeableness',
'name': 'Agreeableness',
'category': 'personality',
'percentile': 0.032034021948981084,
'significant': True,
'children': [{'trait_id': 'facet_altruism',
'name': 'Altruism',
'category': 'personality',
'percentile': 0.524730016584909,
'significant': True},
{'trait_id': 'facet_cooperation',
'name': 'Cooperation',
'category': 'personality',
'percentile': 0.3492263074921771,
'significant': True},
{'trait_id': 'facet_modesty',
'name': 'Modesty',
'category': 'personality',
'percentile': 0.08617849712985087,
'significant': True},
{'trait_id': 'facet_morality',
'name': 'Uncompromising',
'category': 'personality',
'percentile': 0.3237140749320384,
'significant': True},
{'trait_id': 'facet_sympathy',
'name': 'Sympathy',
'category': 'personality',
'percentile': 0.9680403981286508,
'significant': True},
{'trait_id': 'facet_trust',
'name': 'Trust',
'category': 'personality',
'percentile': 0.5959611787026989,
'significant': True}]},
{'trait_id': 'big5_neuroticism',
'name': 'Emotional range',
'category': 'personality',
'percentile': 0.2846224618708745,
'significant': True,
'children': [{'trait_id': 'facet_anger',
'name': 'Fiery',
'category': 'personality',
'percentile': 0.42234653515645293,
'significant': True},
{'trait_id': 'facet_anxiety',
'name': 'Prone to worry',
'category': 'personality',
'percentile': 0.32259990333541283,
'significant': True},
{'trait_id': 'facet_depression',
'name': 'Melancholy',
'category': 'personality',
'percentile': 0.586443909016753,
'significant': True},
{'trait_id': 'facet_immoderation',
'name': 'Immoderation',
'category': 'personality',
'percentile': 0.12738848693360338,
'significant': True},
{'trait_id': 'facet_self_consciousness',
'name': 'Self-consciousness',
'category': 'personality',
'percentile': 0.5911909366665122,
'significant': True},
{'trait_id': 'facet_vulnerability',
'name': 'Susceptible to stress',
'category': 'personality',
'percentile': 0.23232262329616482,
'significant': True}]}],
'needs': [{'trait_id': 'need_challenge',
'name': 'Challenge',
'category': 'needs',
'percentile': 0.5171069565967866,
'significant': True},
{'trait_id': 'need_closeness',
'name': 'Closeness',
'category': 'needs',
'percentile': 0.012335893642212714,
'significant': True},
{'trait_id': 'need_curiosity',
'name': 'Curiosity',
'category': 'needs',
'percentile': 0.6839597329690923,
'significant': True},
{'trait_id': 'need_excitement',
'name': 'Excitement',
'category': 'needs',
'percentile': 0.15298136868768042,
'significant': True},
{'trait_id': 'need_harmony',
'name': 'Harmony',
'category': 'needs',
'percentile': 0.03154242350832559,
'significant': True},
{'trait_id': 'need_ideal',
'name': 'Ideal',
'category': 'needs',
'percentile': 0.4112291153917806,
'significant': True},
{'trait_id': 'need_liberty',
'name': 'Liberty',
'category': 'needs',
'percentile': 0.13418044723294248,
'significant': True},
{'trait_id': 'need_love',
'name': 'Love',
'category': 'needs',
'percentile': 0.03857231123247873,
'significant': True},
{'trait_id': 'need_practicality',
'name': 'Practicality',
'category': 'needs',
'percentile': 0.36987054738307323,
'significant': True},
{'trait_id': 'need_self_expression',
'name': 'Self-expression',
'category': 'needs',
'percentile': 0.09705183923470878,
'significant': True},
{'trait_id': 'need_stability',
'name': 'Stability',
'category': 'needs',
'percentile': 0.08417505347122262,
'significant': True},
{'trait_id': 'need_structure',
'name': 'Structure',
'category': 'needs',
'percentile': 0.4267073641670547,
'significant': True}],
'values': [{'trait_id': 'value_conservation',
'name': 'Conservation',
'category': 'values',
'percentile': 0.020742240945262946,
'significant': True},
{'trait_id': 'value_openness_to_change',
'name': 'Openness to change',
'category': 'values',
'percentile': 0.2815599534601294,
'significant': True},
{'trait_id': 'value_hedonism',
'name': 'Hedonism',
'category': 'values',
'percentile': 0.1374393664373561,
'significant': True},
{'trait_id': 'value_self_enhancement',
'name': 'Self-enhancement',
'category': 'values',
'percentile': 0.3286833629461322,
'significant': True},
{'trait_id': 'value_self_transcendence',
'name': 'Self-transcendence',
'category': 'values',
'percentile': 0.08666164834777945,
'significant': True}],
'warnings': []},
'PWeb61': {'word_count': 3224,
'processed_language': 'en',
'personality': [{'trait_id': 'big5_openness',
'name': 'Openness',
'category': 'personality',
'percentile': 0.9306783389195596,
'significant': True,
'children': [{'trait_id': 'facet_adventurousness',
'name': 'Adventurousness',
'category': 'personality',
'percentile': 0.3317531357749629,
'significant': True},
{'trait_id': 'facet_artistic_interests',
'name': 'Artistic interests',
'category': 'personality',
'percentile': 0.4059546130762073,
'significant': True},
{'trait_id': 'facet_emotionality',
'name': 'Emotionality',
'category': 'personality',
'percentile': 0.24934055760607632,
'significant': True},
{'trait_id': 'facet_imagination',
'name': 'Imagination',
'category': 'personality',
'percentile': 0.4376035980283334,
'significant': True},
{'trait_id': 'facet_intellect',
'name': 'Intellect',
'category': 'personality',
'percentile': 0.9808096267757199,
'significant': True},
{'trait_id': 'facet_liberalism',
'name': 'Authority-challenging',
'category': 'personality',
'percentile': 0.42631169453669393,
'significant': True}]},
{'trait_id': 'big5_conscientiousness',
'name': 'Conscientiousness',
'category': 'personality',
'percentile': 0.925671758446686,
'significant': True,
'children': [{'trait_id': 'facet_achievement_striving',
'name': 'Achievement striving',
'category': 'personality',
'percentile': 0.7229419581130647,
'significant': True},
{'trait_id': 'facet_cautiousness',
'name': 'Cautiousness',
'category': 'personality',
'percentile': 0.6296383973200504,
'significant': True},
{'trait_id': 'facet_dutifulness',
'name': 'Dutifulness',
'category': 'personality',
'percentile': 0.5938031880105842,
'significant': True},
{'trait_id': 'facet_orderliness',
'name': 'Orderliness',
'category': 'personality',
'percentile': 0.38380715835584783,
'significant': True},
{'trait_id': 'facet_self_discipline',
'name': 'Self-discipline',
'category': 'personality',
'percentile': 0.6465674363449833,
'significant': True},
{'trait_id': 'facet_self_efficacy',
'name': 'Self-efficacy',
'category': 'personality',
'percentile': 0.8797808385803615,
'significant': True}]},
{'trait_id': 'big5_extraversion',
'name': 'Extraversion',
'category': 'personality',
'percentile': 0.6241075624937859,
'significant': True,
'children': [{'trait_id': 'facet_activity_level',
'name': 'Activity level',
'category': 'personality',
'percentile': 0.4313917003312081,
'significant': True},
{'trait_id': 'facet_assertiveness',
'name': 'Assertiveness',
'category': 'personality',
'percentile': 0.9698166224049458,
'significant': True},
{'trait_id': 'facet_cheerfulness',
'name': 'Cheerfulness',
'category': 'personality',
'percentile': 0.1004552187256601,
'significant': True},
{'trait_id': 'facet_excitement_seeking',
'name': 'Excitement-seeking',
'category': 'personality',
'percentile': 0.2503276993964476,
'significant': True},
{'trait_id': 'facet_friendliness',
'name': 'Outgoing',
'category': 'personality',
'percentile': 0.3509857642784031,
'significant': True},
{'trait_id': 'facet_gregariousness',
'name': 'Gregariousness',
'category': 'personality',
'percentile': 0.15969538139080985,
'significant': True}]},
{'trait_id': 'big5_agreeableness',
'name': 'Agreeableness',
'category': 'personality',
'percentile': 0.14112020702453676,
'significant': True,
'children': [{'trait_id': 'facet_altruism',
'name': 'Altruism',
'category': 'personality',
'percentile': 0.8081777771116795,
'significant': True},
{'trait_id': 'facet_cooperation',
'name': 'Cooperation',
'category': 'personality',
'percentile': 0.1549384117941225,
'significant': True},
{'trait_id': 'facet_modesty',
'name': 'Modesty',
'category': 'personality',
'percentile': 0.3225356448967792,
'significant': True},
{'trait_id': 'facet_morality',
'name': 'Uncompromising',
'category': 'personality',
'percentile': 0.6495978410360965,
'significant': True},
{'trait_id': 'facet_sympathy',
'name': 'Sympathy',
'category': 'personality',
'percentile': 0.9894898695154606,
'significant': True},
{'trait_id': 'facet_trust',
'name': 'Trust',
'category': 'personality',
'percentile': 0.15955499168625348,
'significant': True}]},
{'trait_id': 'big5_neuroticism',
'name': 'Emotional range',
'category': 'personality',
'percentile': 0.15782308988536048,
'significant': True,
'children': [{'trait_id': 'facet_anger',
'name': 'Fiery',
'category': 'personality',
'percentile': 0.5422491643800014,
'significant': True},
{'trait_id': 'facet_anxiety',
'name': 'Prone to worry',
'category': 'personality',
'percentile': 0.29423624219509875,
'significant': True},
{'trait_id': 'facet_depression',
'name': 'Melancholy',
'category': 'personality',
'percentile': 0.49015561789759277,
'significant': True},
{'trait_id': 'facet_immoderation',
'name': 'Immoderation',
'category': 'personality',
'percentile': 0.169860666076035,
'significant': True},
{'trait_id': 'facet_self_consciousness',
'name': 'Self-consciousness',
'category': 'personality',
'percentile': 0.2560280960925324,
'significant': True},
{'trait_id': 'facet_vulnerability',
'name': 'Susceptible to stress',
'category': 'personality',
'percentile': 0.11027966203083506,
'significant': True}]}],
'needs': [{'trait_id': 'need_challenge',
'name': 'Challenge',
'category': 'needs',
'percentile': 0.1748097996358875,
'significant': True},
{'trait_id': 'need_closeness',
'name': 'Closeness',
'category': 'needs',
'percentile': 0.07581385980326233,
'significant': True},
{'trait_id': 'need_curiosity',
'name': 'Curiosity',
'category': 'needs',
'percentile': 0.26119777459205845,
'significant': True},
{'trait_id': 'need_excitement',
'name': 'Excitement',
'category': 'needs',
'percentile': 0.13928997306919716,
'significant': True},
{'trait_id': 'need_harmony',
'name': 'Harmony',
'category': 'needs',
'percentile': 0.05439894006606083,
'significant': True},
{'trait_id': 'need_ideal',
'name': 'Ideal',
'category': 'needs',
'percentile': 0.19040570402799362,
'significant': True},
{'trait_id': 'need_liberty',
'name': 'Liberty',
'category': 'needs',
'percentile': 0.04328622122532111,
'significant': True},
{'trait_id': 'need_love',
'name': 'Love',
'category': 'needs',
'percentile': 0.010269767137031593,
'significant': True},
{'trait_id': 'need_practicality',
'name': 'Practicality',
'category': 'needs',
'percentile': 0.2659676973939291,
'significant': True},
{'trait_id': 'need_self_expression',
'name': 'Self-expression',
'category': 'needs',
'percentile': 0.1579969094878605,
'significant': True},
{'trait_id': 'need_stability',
'name': 'Stability',
'category': 'needs',
'percentile': 0.41929932169024153,
'significant': True},
{'trait_id': 'need_structure',
'name': 'Structure',
'category': 'needs',
'percentile': 0.5614479638622585,
'significant': True}],
'values': [{'trait_id': 'value_conservation',
'name': 'Conservation',
'category': 'values',
'percentile': 0.14310434828858137,
'significant': True},
{'trait_id': 'value_openness_to_change',
'name': 'Openness to change',
'category': 'values',
'percentile': 0.10349609436923057,
'significant': True},
{'trait_id': 'value_hedonism',
'name': 'Hedonism',
'category': 'values',
'percentile': 0.1248797434154868,
'significant': True},
{'trait_id': 'value_self_enhancement',
'name': 'Self-enhancement',
'category': 'values',
'percentile': 0.03999436613140095,
'significant': True},
{'trait_id': 'value_self_transcendence',
'name': 'Self-transcendence',
'category': 'values',
'percentile': 0.056439139349235834,
'significant': True}],
'warnings': []}}
In [9]:
d=[]
for p_id, p_info in user_result.items():
person=p_id
for key in p_info['personality']:
name=key['name']
percentile=key['percentile']
d.append((person,name,percentile))
In [10]:
d
Out[10]:
[('donovanxramsey', 'Openness', 0.9282819764515566),
('donovanxramsey', 'Conscientiousness', 0.4617925113498872),
('donovanxramsey', 'Extraversion', 0.5855961692583492),
('donovanxramsey', 'Agreeableness', 0.2767571777236081),
('donovanxramsey', 'Emotional range', 0.2923980687372756),
('ChiomaYouthwork\n', 'Openness', 0.7729210221089879),
('ChiomaYouthwork\n', 'Conscientiousness', 0.6666860145097517),
('ChiomaYouthwork\n', 'Extraversion', 0.3972340117439753),
('ChiomaYouthwork\n', 'Agreeableness', 0.744220477177324),
('ChiomaYouthwork\n', 'Emotional range', 0.6764743050247392),
('Heathen_Julie', 'Openness', 0.9257748560222374),
('Heathen_Julie', 'Conscientiousness', 0.6946500255130736),
('Heathen_Julie', 'Extraversion', 0.7662692465937386),
('Heathen_Julie', 'Agreeableness', 0.3212266307555933),
('Heathen_Julie', 'Emotional range', 0.3413637396553477),
('TheQueenNzinga', 'Openness', 0.9691399889608994),
('TheQueenNzinga', 'Conscientiousness', 0.9177520703176851),
('TheQueenNzinga', 'Extraversion', 0.6606051371021389),
('TheQueenNzinga', 'Agreeableness', 0.394164802920851),
('TheQueenNzinga', 'Emotional range', 0.4802419613000573),
('AoverK', 'Openness', 0.9589594766032244),
('AoverK', 'Conscientiousness', 0.4616589472226512),
('AoverK', 'Extraversion', 0.2869173183349624),
('AoverK', 'Agreeableness', 0.06442131043722005),
('AoverK', 'Emotional range', 0.18328188805070045),
('stanley00', 'Openness', 0.9033196894762565),
('stanley00', 'Conscientiousness', 0.44211814026504936),
('stanley00', 'Extraversion', 0.20712743894615743),
('stanley00', 'Agreeableness', 0.037467113955441556),
('stanley00', 'Emotional range', 0.4943582493917141),
('meganranney', 'Openness', 0.7935133017064748),
('meganranney', 'Conscientiousness', 0.4294452384242668),
('meganranney', 'Extraversion', 0.3700526328918679),
('meganranney', 'Agreeableness', 0.5309525092200049),
('meganranney', 'Emotional range', 0.7493089638930797),
('DraCoquiMD', 'Openness', 0.8513023225299641),
('DraCoquiMD', 'Conscientiousness', 0.5395511395162759),
('DraCoquiMD', 'Extraversion', 0.3812979138815304),
('DraCoquiMD', 'Agreeableness', 0.21667349034371597),
('DraCoquiMD', 'Emotional range', 0.6403376266670284),
('DaTruthfulOne', 'Openness', 0.8592664955904671),
('DaTruthfulOne', 'Conscientiousness', 0.4125312768865528),
('DaTruthfulOne', 'Extraversion', 0.3972400672160978),
('DaTruthfulOne', 'Agreeableness', 0.30653143725608994),
('DaTruthfulOne', 'Emotional range', 0.5021385461601193),
('1BennySGOD', 'Openness', 0.9552897831945952),
('1BennySGOD', 'Conscientiousness', 0.32403518256073727),
('1BennySGOD', 'Extraversion', 0.6738306632166973),
('1BennySGOD', 'Agreeableness', 0.058247010227501006),
('1BennySGOD', 'Emotional range', 0.4253800552864797),
('ItsJayK', 'Openness', 0.32155635453842035),
('ItsJayK', 'Conscientiousness', 0.39841240869681804),
('ItsJayK', 'Extraversion', 0.022944914186685206),
('ItsJayK', 'Agreeableness', 0.26422891907968127),
('ItsJayK', 'Emotional range', 0.803365143065939),
('jameskeiler', 'Openness', 0.7762705156244969),
('jameskeiler', 'Conscientiousness', 0.8191374794293134),
('jameskeiler', 'Extraversion', 0.444691943989651),
('jameskeiler', 'Agreeableness', 0.670679683438595),
('jameskeiler', 'Emotional range', 0.8916815804461999),
('KimiaAshk', 'Openness', 0.9108393059613584),
('KimiaAshk', 'Conscientiousness', 0.6595761003856017),
('KimiaAshk', 'Extraversion', 0.47976943681353124),
('KimiaAshk', 'Agreeableness', 0.49075895467031816),
('KimiaAshk', 'Emotional range', 0.42973978442217126),
('K_Bioguy_Cox', 'Openness', 0.7868134334597736),
('K_Bioguy_Cox', 'Conscientiousness', 0.29739501598332735),
('K_Bioguy_Cox', 'Extraversion', 0.43470025192723416),
('K_Bioguy_Cox', 'Agreeableness', 0.17498341114845423),
('K_Bioguy_Cox', 'Emotional range', 0.5294675887269873),
('tariqnasheed', 'Openness', 0.9930261745329667),
('tariqnasheed', 'Conscientiousness', 0.3831939977136775),
('tariqnasheed', 'Extraversion', 0.9662922146289026),
('tariqnasheed', 'Agreeableness', 0.039431898800548204),
('tariqnasheed', 'Emotional range', 0.04658486574400028),
('CSharksgirl101', 'Openness', 0.765774909114032),
('CSharksgirl101', 'Conscientiousness', 0.7396445590411593),
('CSharksgirl101', 'Extraversion', 0.42728209801457495),
('CSharksgirl101', 'Agreeableness', 0.24985461008392906),
('CSharksgirl101', 'Emotional range', 0.20071134803094698),
('greenbergepi', 'Openness', 0.7523388050179641),
('greenbergepi', 'Conscientiousness', 0.6292151069355544),
('greenbergepi', 'Extraversion', 0.04598085731705709),
('greenbergepi', 'Agreeableness', 0.23224606568543077),
('greenbergepi', 'Emotional range', 0.5881579145909732),
('DunGaudBeats', 'Openness', 0.8271991978051216),
('DunGaudBeats', 'Conscientiousness', 0.2478905009789042),
('DunGaudBeats', 'Extraversion', 0.5326020207193893),
('DunGaudBeats', 'Agreeableness', 0.21341546119475507),
('DunGaudBeats', 'Emotional range', 0.3508365147098818),
('Man_farts530', 'Openness', 0.9165744909552966),
('Man_farts530', 'Conscientiousness', 0.37519468708115045),
('Man_farts530', 'Extraversion', 0.3090628657862736),
('Man_farts530', 'Agreeableness', 0.10267801068584764),
('Man_farts530', 'Emotional range', 0.2215153144185597),
('DrMonicaOganes', 'Openness', 0.6601273405735884),
('DrMonicaOganes', 'Conscientiousness', 0.7744367646829509),
('DrMonicaOganes', 'Extraversion', 0.8715845355553382),
('DrMonicaOganes', 'Agreeableness', 0.9563391541176061),
('DrMonicaOganes', 'Emotional range', 0.5567285867853602),
('Miss_Chaparro', 'Openness', 0.7548641468246413),
('Miss_Chaparro', 'Conscientiousness', 0.06082532385178152),
('Miss_Chaparro', 'Extraversion', 0.28721496661868895),
('Miss_Chaparro', 'Agreeableness', 0.1827001841657332),
('Miss_Chaparro', 'Emotional range', 0.5657374044723646),
('Rjdavilaa', 'Openness', 0.7663078693366081),
('Rjdavilaa', 'Conscientiousness', 0.11950522072290781),
('Rjdavilaa', 'Extraversion', 0.2727772558798509),
('Rjdavilaa', 'Agreeableness', 0.12972073319447086),
('Rjdavilaa', 'Emotional range', 0.7056189661892509),
('jasonhu10530544', 'Openness', 0.9786374922511045),
('jasonhu10530544', 'Conscientiousness', 0.37315786238437976),
('jasonhu10530544', 'Extraversion', 0.19057494583307338),
('jasonhu10530544', 'Agreeableness', 0.11157662842710436),
('jasonhu10530544', 'Emotional range', 0.09992378693650139),
('RachelBitecofer', 'Openness', 0.948394453291916),
('RachelBitecofer', 'Conscientiousness', 0.5618819996258957),
('RachelBitecofer', 'Extraversion', 0.4906810422629887),
('RachelBitecofer', 'Agreeableness', 0.032034021948981084),
('RachelBitecofer', 'Emotional range', 0.2846224618708745),
('PWeb61', 'Openness', 0.9306783389195596),
('PWeb61', 'Conscientiousness', 0.925671758446686),
('PWeb61', 'Extraversion', 0.6241075624937859),
('PWeb61', 'Agreeableness', 0.14112020702453676),
('PWeb61', 'Emotional range', 0.15782308988536048)]
In [11]:
cols=['Name','Personality','Percentile']
df=pd.DataFrame(d,columns=cols)
In [12]:
df
Out[12]:
| Name | Personality | Percentile | |
|---|---|---|---|
| 0 | donovanxramsey | Openness | 0.928282 |
| 1 | donovanxramsey | Conscientiousness | 0.461793 |
| 2 | donovanxramsey | Extraversion | 0.585596 |
| 3 | donovanxramsey | Agreeableness | 0.276757 |
| 4 | donovanxramsey | Emotional range | 0.292398 |
| ... | ... | ... | ... |
| 120 | PWeb61 | Openness | 0.930678 |
| 121 | PWeb61 | Conscientiousness | 0.925672 |
| 122 | PWeb61 | Extraversion | 0.624108 |
| 123 | PWeb61 | Agreeableness | 0.141120 |
| 124 | PWeb61 | Emotional range | 0.157823 |
125 rows × 3 columns
In [13]:
df1=df.groupby(['Personality','Name','Percentile']).count().reset_index()
In [14]:
df1.head()
Out[14]:
| Personality | Name | Percentile | |
|---|---|---|---|
| 0 | Agreeableness | 1BennySGOD | 0.058247 |
| 1 | Agreeableness | AoverK | 0.064421 |
| 2 | Agreeableness | CSharksgirl101 | 0.249855 |
| 3 | Agreeableness | ChiomaYouthwork\n | 0.744220 |
| 4 | Agreeableness | DaTruthfulOne | 0.306531 |
In [15]:
df2=df1[df1['Personality']=='Agreeableness']
print(df2.head())
df3=df1[df1['Personality']=='Conscientiousness']
print(df3.head())
df4=df1[df1['Personality']=='Emotional range']
print(df4.head())
df5=df1[df1['Personality']=='Extraversion']
print(df5.head())
df6=df1[df1['Personality']=='Openness']
print(df5.head())
Personality Name Percentile
0 Agreeableness 1BennySGOD 0.058247
1 Agreeableness AoverK 0.064421
2 Agreeableness CSharksgirl101 0.249855
3 Agreeableness ChiomaYouthwork\n 0.744220
4 Agreeableness DaTruthfulOne 0.306531
Personality Name Percentile
25 Conscientiousness 1BennySGOD 0.324035
26 Conscientiousness AoverK 0.461659
27 Conscientiousness CSharksgirl101 0.739645
28 Conscientiousness ChiomaYouthwork\n 0.666686
29 Conscientiousness DaTruthfulOne 0.412531
Personality Name Percentile
50 Emotional range 1BennySGOD 0.425380
51 Emotional range AoverK 0.183282
52 Emotional range CSharksgirl101 0.200711
53 Emotional range ChiomaYouthwork\n 0.676474
54 Emotional range DaTruthfulOne 0.502139
Personality Name Percentile
75 Extraversion 1BennySGOD 0.673831
76 Extraversion AoverK 0.286917
77 Extraversion CSharksgirl101 0.427282
78 Extraversion ChiomaYouthwork\n 0.397234
79 Extraversion DaTruthfulOne 0.397240
Personality Name Percentile
75 Extraversion 1BennySGOD 0.673831
76 Extraversion AoverK 0.286917
77 Extraversion CSharksgirl101 0.427282
78 Extraversion ChiomaYouthwork\n 0.397234
79 Extraversion DaTruthfulOne 0.397240
In [16]:
type(df2)
Out[16]:
pandas.core.frame.DataFrame
In [17]:
bins = [0,0.2, 0.4, 0.6, 0.8, 1.0]
labels=['very weak','weak','moderate','strong','very strong']
In [18]:
df2['user_personality'] = pd.cut(df2['Percentile'], bins,labels=labels)
df2=df2.sort_values('Percentile')
df3['user_personality'] = pd.cut(df3['Percentile'], bins,labels=labels)
df3=df3.sort_values('Percentile')
df4['user_personality'] = pd.cut(df4['Percentile'], bins,labels=labels)
df4=df4.sort_values('Percentile')
df5['user_personality'] = pd.cut(df5['Percentile'], bins,labels=labels)
df5=df5.sort_values('Percentile')
df6['user_personality'] = pd.cut(df6['Percentile'], bins,labels=labels)
df6=df6.sort_values('Percentile')
C:\Users\nikhi\anaconda3\lib\site-packages\ipykernel_launcher.py:1: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """Entry point for launching an IPython kernel. C:\Users\nikhi\anaconda3\lib\site-packages\ipykernel_launcher.py:3: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy This is separate from the ipykernel package so we can avoid doing imports until C:\Users\nikhi\anaconda3\lib\site-packages\ipykernel_launcher.py:5: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy """ C:\Users\nikhi\anaconda3\lib\site-packages\ipykernel_launcher.py:7: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy import sys C:\Users\nikhi\anaconda3\lib\site-packages\ipykernel_launcher.py:9: SettingWithCopyWarning: A value is trying to be set on a copy of a slice from a DataFrame. Try using .loc[row_indexer,col_indexer] = value instead See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy if __name__ == '__main__':
In [19]:
df2
Out[19]:
| Personality | Name | Percentile | user_personality | |
|---|---|---|---|---|
| 15 | Agreeableness | RachelBitecofer | 0.032034 | very weak |
| 23 | Agreeableness | stanley00 | 0.037467 | very weak |
| 24 | Agreeableness | tariqnasheed | 0.039432 | very weak |
| 0 | Agreeableness | 1BennySGOD | 0.058247 | very weak |
| 1 | Agreeableness | AoverK | 0.064421 | very weak |
| 12 | Agreeableness | Man_farts530 | 0.102678 | very weak |
| 21 | Agreeableness | jasonhu10530544 | 0.111577 | very weak |
| 16 | Agreeableness | Rjdavilaa | 0.129721 | very weak |
| 14 | Agreeableness | PWeb61 | 0.141120 | very weak |
| 10 | Agreeableness | K_Bioguy_Cox | 0.174983 | very weak |
| 13 | Agreeableness | Miss_Chaparro | 0.182700 | very weak |
| 7 | Agreeableness | DunGaudBeats | 0.213415 | weak |
| 6 | Agreeableness | DraCoquiMD | 0.216673 | weak |
| 19 | Agreeableness | greenbergepi | 0.232246 | weak |
| 2 | Agreeableness | CSharksgirl101 | 0.249855 | weak |
| 9 | Agreeableness | ItsJayK | 0.264229 | weak |
| 18 | Agreeableness | donovanxramsey | 0.276757 | weak |
| 4 | Agreeableness | DaTruthfulOne | 0.306531 | weak |
| 8 | Agreeableness | Heathen_Julie | 0.321227 | weak |
| 17 | Agreeableness | TheQueenNzinga | 0.394165 | weak |
| 11 | Agreeableness | KimiaAshk | 0.490759 | moderate |
| 22 | Agreeableness | meganranney | 0.530953 | moderate |
| 20 | Agreeableness | jameskeiler | 0.670680 | strong |
| 3 | Agreeableness | ChiomaYouthwork\n | 0.744220 | strong |
| 5 | Agreeableness | DrMonicaOganes | 0.956339 | very strong |
In [20]:
import seaborn as sns
import matplotlib.pyplot as plt
import matplotlib.image as mpimg
In [21]:
import plotly.express as px
In [22]:
fig = px.scatter(df2, x="user_personality", y="Percentile", color="Name",
hover_data=['Personality'])
fig.update_layout(
title="Personality_insights",
xaxis_title="user_personality",
yaxis_title="Percentile",
legend_title=" ",
font=dict(
family="Courier New, monospace",
size=18,
color="RebeccaPurple"
)
)
fig.show()
In [23]:
fig = px.scatter(df3, x="user_personality", y="Percentile", color="Name",
size='Percentile', hover_data=['Personality'])
fig.update_layout(
title="Personality_insights",
xaxis_title="user_personality",
yaxis_title="Percentile",
legend_title=" ",
font=dict(
family="Courier New, monospace",
size=18,
color="RebeccaPurple"
)
)
fig.show()
In [24]:
fig = px.scatter(df4, x="user_personality", y="Percentile", color="Name",
size='Percentile', hover_data=['Personality'])
fig.update_layout(
title="Personality_insights",
xaxis_title="user_personality",
yaxis_title="Percentile",
legend_title=" ",
font=dict(
family="Courier New, monospace",
size=18,
color="RebeccaPurple"
)
)
fig.show()
In [25]:
fig = px.scatter(df5, x="user_personality", y="Percentile", color="Name",
size='Percentile', hover_data=['Personality'])
fig.update_layout(
title="Personality_insights",
xaxis_title="user_personality",
yaxis_title="Percentile",
legend_title=" ",
font=dict(
family="Courier New, monospace",
size=18,
color="RebeccaPurple"
)
)
fig.show()
In [26]:
fig = px.scatter(df6, x="user_personality", y="Percentile", color="Name",
size='Percentile', hover_data=['Personality'])
fig.update_layout(
title="Personality_insights",
xaxis_title="user_personality",
yaxis_title="Percentile",
legend_title=" ",
font=dict(
family="Courier New, monospace",
size=18,
color="RebeccaPurple"
)
)
fig.show()
In [ ]:
New Requirement¶
In [27]:
df_mean=df.groupby('Personality')['Percentile'].mean()
In [28]:
df_mean=df_mean.to_frame()
In [29]:
df_mean
Out[29]:
| Percentile | |
|---|---|
| Personality | |
| Agreeableness | 0.277697 |
| Conscientiousness | 0.508614 |
| Emotional range | 0.448712 |
| Extraversion | 0.445058 |
| Openness | 0.840287 |
In [30]:
df_mean.plot(kind='bar')
Out[30]:
<matplotlib.axes._subplots.AxesSubplot at 0x26527936448>
In [31]:
import plotly.express as px
import plotly.graph_objects as go
In [32]:
df_agreeablesness_mean=df2[df2['Percentile']>df2['Percentile'].mean()]
df_Conscientiousness_mean=df3[df3['Percentile']>df3['Percentile'].mean()]
df_Emotional_range_mean=df4[df4['Percentile']>df4['Percentile'].mean()]
df_Extraversion_mean=df5[df5['Percentile']>df5['Percentile'].mean()]
df_Openness_mean=df6[df6['Percentile']>df6['Percentile'].mean()]
In [33]:
fig = px.bar(df_agreeablesness_mean, x='Name', y='Percentile',
hover_data=['Personality'],color='user_personality',title='Top Agreeableness Person',height=400)
fig.show()
fig = px.bar(df_Conscientiousness_mean, x='Name', y='Percentile',
hover_data=['Personality'],color='user_personality',title='Top Conscientiousness Person',height=400)
fig.show()
fig = px.bar(df_Emotional_range_mean, x='Name', y='Percentile',
hover_data=['Personality'],color='user_personality',title='Top Emotional Range Person',height=400)
fig.show()
fig = px.bar(df_Extraversion_mean, x='Name', y='Percentile',
hover_data=['Personality'],color='user_personality',title='Top Extraversion Person',height=400)
fig.show()
In [34]:
df_combined=df2.append([df3,df4,df5,df6])
df_combined=df_combined.sort_values('Percentile')
df_combined
Out[34]:
| Personality | Name | Percentile | user_personality | |
|---|---|---|---|---|
| 84 | Extraversion | ItsJayK | 0.022945 | very weak |
| 15 | Agreeableness | RachelBitecofer | 0.032034 | very weak |
| 23 | Agreeableness | stanley00 | 0.037467 | very weak |
| 24 | Agreeableness | tariqnasheed | 0.039432 | very weak |
| 94 | Extraversion | greenbergepi | 0.045981 | very weak |
| ... | ... | ... | ... | ... |
| 101 | Openness | AoverK | 0.958959 | very strong |
| 99 | Extraversion | tariqnasheed | 0.966292 | very strong |
| 117 | Openness | TheQueenNzinga | 0.969140 | very strong |
| 121 | Openness | jasonhu10530544 | 0.978637 | very strong |
| 124 | Openness | tariqnasheed | 0.993026 | very strong |
125 rows × 4 columns
In [35]:
df_combined2=df_combined.groupby(['Name','Personality'])['Percentile'].sum()
In [36]:
df_combined2=df_combined2.to_frame()
In [37]:
df_combined2=df_combined2.reset_index(level=['Personality'])
In [38]:
df_combined2
Out[38]:
| Personality | Percentile | |
|---|---|---|
| Name | ||
| 1BennySGOD | Agreeableness | 0.058247 |
| 1BennySGOD | Conscientiousness | 0.324035 |
| 1BennySGOD | Emotional range | 0.425380 |
| 1BennySGOD | Extraversion | 0.673831 |
| 1BennySGOD | Openness | 0.955290 |
| ... | ... | ... |
| tariqnasheed | Agreeableness | 0.039432 |
| tariqnasheed | Conscientiousness | 0.383194 |
| tariqnasheed | Emotional range | 0.046585 |
| tariqnasheed | Extraversion | 0.966292 |
| tariqnasheed | Openness | 0.993026 |
125 rows × 2 columns
In [39]:
# df_combined2.plot(kind='bar')
In [40]:
import plotly.graph_objects as go
from plotly.subplots import make_subplots
In [41]:
fig = px.scatter(df_combined, x="Name", y="Personality", color="user_personality", hover_data=['Personality'])
fig.update_traces(marker=dict(size=12,
line=dict(width=2,
color='DarkSlateGrey')),
selector=dict(mode='markers'))
fig.show()
In [42]:
# df11=df2.sample(10)
# df11
In [43]:
df12=df.groupby('Name')['Personality','Percentile'].apply(lambda s: s.sample(5))
df12
C:\Users\nikhi\anaconda3\lib\site-packages\ipykernel_launcher.py:1: FutureWarning: Indexing with multiple keys (implicitly converted to a tuple of keys) will be deprecated, use a list instead.
Out[43]:
| Personality | Percentile | ||
|---|---|---|---|
| Name | |||
| 1BennySGOD | 45 | Openness | 0.955290 |
| 47 | Extraversion | 0.673831 | |
| 49 | Emotional range | 0.425380 | |
| 46 | Conscientiousness | 0.324035 | |
| 48 | Agreeableness | 0.058247 | |
| ... | ... | ... | ... |
| tariqnasheed | 72 | Extraversion | 0.966292 |
| 74 | Emotional range | 0.046585 | |
| 73 | Agreeableness | 0.039432 | |
| 71 | Conscientiousness | 0.383194 | |
| 70 | Openness | 0.993026 |
125 rows × 2 columns
In [44]:
df12['user_personality'] = pd.cut(df12['Percentile'], bins,labels=labels)
df12
Out[44]:
| Personality | Percentile | user_personality | ||
|---|---|---|---|---|
| Name | ||||
| 1BennySGOD | 45 | Openness | 0.955290 | very strong |
| 47 | Extraversion | 0.673831 | strong | |
| 49 | Emotional range | 0.425380 | moderate | |
| 46 | Conscientiousness | 0.324035 | weak | |
| 48 | Agreeableness | 0.058247 | very weak | |
| ... | ... | ... | ... | ... |
| tariqnasheed | 72 | Extraversion | 0.966292 | very strong |
| 74 | Emotional range | 0.046585 | very weak | |
| 73 | Agreeableness | 0.039432 | very weak | |
| 71 | Conscientiousness | 0.383194 | weak | |
| 70 | Openness | 0.993026 | very strong |
125 rows × 3 columns
In [45]:
pd.set_option('display.max_rows',None)
df12
Out[45]:
| Personality | Percentile | user_personality | ||
|---|---|---|---|---|
| Name | ||||
| 1BennySGOD | 45 | Openness | 0.955290 | very strong |
| 47 | Extraversion | 0.673831 | strong | |
| 49 | Emotional range | 0.425380 | moderate | |
| 46 | Conscientiousness | 0.324035 | weak | |
| 48 | Agreeableness | 0.058247 | very weak | |
| AoverK | 24 | Emotional range | 0.183282 | very weak |
| 21 | Conscientiousness | 0.461659 | moderate | |
| 23 | Agreeableness | 0.064421 | very weak | |
| 20 | Openness | 0.958959 | very strong | |
| 22 | Extraversion | 0.286917 | weak | |
| CSharksgirl101 | 78 | Agreeableness | 0.249855 | weak |
| 79 | Emotional range | 0.200711 | weak | |
| 76 | Conscientiousness | 0.739645 | strong | |
| 77 | Extraversion | 0.427282 | moderate | |
| 75 | Openness | 0.765775 | strong | |
| ChiomaYouthwork\n | 9 | Emotional range | 0.676474 | strong |
| 6 | Conscientiousness | 0.666686 | strong | |
| 8 | Agreeableness | 0.744220 | strong | |
| 7 | Extraversion | 0.397234 | weak | |
| 5 | Openness | 0.772921 | strong | |
| DaTruthfulOne | 41 | Conscientiousness | 0.412531 | moderate |
| 44 | Emotional range | 0.502139 | moderate | |
| 43 | Agreeableness | 0.306531 | weak | |
| 40 | Openness | 0.859266 | very strong | |
| 42 | Extraversion | 0.397240 | weak | |
| DrMonicaOganes | 96 | Conscientiousness | 0.774437 | strong |
| 98 | Agreeableness | 0.956339 | very strong | |
| 95 | Openness | 0.660127 | strong | |
| 99 | Emotional range | 0.556729 | moderate | |
| 97 | Extraversion | 0.871585 | very strong | |
| DraCoquiMD | 37 | Extraversion | 0.381298 | weak |
| 36 | Conscientiousness | 0.539551 | moderate | |
| 39 | Emotional range | 0.640338 | strong | |
| 35 | Openness | 0.851302 | very strong | |
| 38 | Agreeableness | 0.216673 | weak | |
| DunGaudBeats | 88 | Agreeableness | 0.213415 | weak |
| 89 | Emotional range | 0.350837 | weak | |
| 87 | Extraversion | 0.532602 | moderate | |
| 86 | Conscientiousness | 0.247891 | weak | |
| 85 | Openness | 0.827199 | very strong | |
| Heathen_Julie | 14 | Emotional range | 0.341364 | weak |
| 13 | Agreeableness | 0.321227 | weak | |
| 11 | Conscientiousness | 0.694650 | strong | |
| 10 | Openness | 0.925775 | very strong | |
| 12 | Extraversion | 0.766269 | strong | |
| ItsJayK | 51 | Conscientiousness | 0.398412 | weak |
| 52 | Extraversion | 0.022945 | very weak | |
| 50 | Openness | 0.321556 | weak | |
| 54 | Emotional range | 0.803365 | very strong | |
| 53 | Agreeableness | 0.264229 | weak | |
| K_Bioguy_Cox | 65 | Openness | 0.786813 | strong |
| 67 | Extraversion | 0.434700 | moderate | |
| 68 | Agreeableness | 0.174983 | very weak | |
| 69 | Emotional range | 0.529468 | moderate | |
| 66 | Conscientiousness | 0.297395 | weak | |
| KimiaAshk | 62 | Extraversion | 0.479769 | moderate |
| 64 | Emotional range | 0.429740 | moderate | |
| 61 | Conscientiousness | 0.659576 | strong | |
| 63 | Agreeableness | 0.490759 | moderate | |
| 60 | Openness | 0.910839 | very strong | |
| Man_farts530 | 92 | Extraversion | 0.309063 | weak |
| 94 | Emotional range | 0.221515 | weak | |
| 93 | Agreeableness | 0.102678 | very weak | |
| 91 | Conscientiousness | 0.375195 | weak | |
| 90 | Openness | 0.916574 | very strong | |
| Miss_Chaparro | 103 | Agreeableness | 0.182700 | very weak |
| 104 | Emotional range | 0.565737 | moderate | |
| 102 | Extraversion | 0.287215 | weak | |
| 100 | Openness | 0.754864 | strong | |
| 101 | Conscientiousness | 0.060825 | very weak | |
| PWeb61 | 124 | Emotional range | 0.157823 | very weak |
| 120 | Openness | 0.930678 | very strong | |
| 123 | Agreeableness | 0.141120 | very weak | |
| 121 | Conscientiousness | 0.925672 | very strong | |
| 122 | Extraversion | 0.624108 | strong | |
| RachelBitecofer | 118 | Agreeableness | 0.032034 | very weak |
| 115 | Openness | 0.948394 | very strong | |
| 119 | Emotional range | 0.284622 | weak | |
| 116 | Conscientiousness | 0.561882 | moderate | |
| 117 | Extraversion | 0.490681 | moderate | |
| Rjdavilaa | 109 | Emotional range | 0.705619 | strong |
| 108 | Agreeableness | 0.129721 | very weak | |
| 106 | Conscientiousness | 0.119505 | very weak | |
| 105 | Openness | 0.766308 | strong | |
| 107 | Extraversion | 0.272777 | weak | |
| TheQueenNzinga | 16 | Conscientiousness | 0.917752 | very strong |
| 17 | Extraversion | 0.660605 | strong | |
| 15 | Openness | 0.969140 | very strong | |
| 19 | Emotional range | 0.480242 | moderate | |
| 18 | Agreeableness | 0.394165 | weak | |
| donovanxramsey | 1 | Conscientiousness | 0.461793 | moderate |
| 4 | Emotional range | 0.292398 | weak | |
| 2 | Extraversion | 0.585596 | moderate | |
| 0 | Openness | 0.928282 | very strong | |
| 3 | Agreeableness | 0.276757 | weak | |
| greenbergepi | 81 | Conscientiousness | 0.629215 | strong |
| 83 | Agreeableness | 0.232246 | weak | |
| 82 | Extraversion | 0.045981 | very weak | |
| 84 | Emotional range | 0.588158 | moderate | |
| 80 | Openness | 0.752339 | strong | |
| jameskeiler | 59 | Emotional range | 0.891682 | very strong |
| 55 | Openness | 0.776271 | strong | |
| 57 | Extraversion | 0.444692 | moderate | |
| 58 | Agreeableness | 0.670680 | strong | |
| 56 | Conscientiousness | 0.819137 | very strong | |
| jasonhu10530544 | 112 | Extraversion | 0.190575 | very weak |
| 110 | Openness | 0.978637 | very strong | |
| 114 | Emotional range | 0.099924 | very weak | |
| 113 | Agreeableness | 0.111577 | very weak | |
| 111 | Conscientiousness | 0.373158 | weak | |
| meganranney | 31 | Conscientiousness | 0.429445 | moderate |
| 33 | Agreeableness | 0.530953 | moderate | |
| 30 | Openness | 0.793513 | strong | |
| 34 | Emotional range | 0.749309 | strong | |
| 32 | Extraversion | 0.370053 | weak | |
| stanley00 | 29 | Emotional range | 0.494358 | moderate |
| 26 | Conscientiousness | 0.442118 | moderate | |
| 25 | Openness | 0.903320 | very strong | |
| 27 | Extraversion | 0.207127 | weak | |
| 28 | Agreeableness | 0.037467 | very weak | |
| tariqnasheed | 72 | Extraversion | 0.966292 | very strong |
| 74 | Emotional range | 0.046585 | very weak | |
| 73 | Agreeableness | 0.039432 | very weak | |
| 71 | Conscientiousness | 0.383194 | weak | |
| 70 | Openness | 0.993026 | very strong |
In [46]:
df12=df12.reset_index()
In [47]:
df12
Out[47]:
| Name | level_1 | Personality | Percentile | user_personality | |
|---|---|---|---|---|---|
| 0 | 1BennySGOD | 45 | Openness | 0.955290 | very strong |
| 1 | 1BennySGOD | 47 | Extraversion | 0.673831 | strong |
| 2 | 1BennySGOD | 49 | Emotional range | 0.425380 | moderate |
| 3 | 1BennySGOD | 46 | Conscientiousness | 0.324035 | weak |
| 4 | 1BennySGOD | 48 | Agreeableness | 0.058247 | very weak |
| 5 | AoverK | 24 | Emotional range | 0.183282 | very weak |
| 6 | AoverK | 21 | Conscientiousness | 0.461659 | moderate |
| 7 | AoverK | 23 | Agreeableness | 0.064421 | very weak |
| 8 | AoverK | 20 | Openness | 0.958959 | very strong |
| 9 | AoverK | 22 | Extraversion | 0.286917 | weak |
| 10 | CSharksgirl101 | 78 | Agreeableness | 0.249855 | weak |
| 11 | CSharksgirl101 | 79 | Emotional range | 0.200711 | weak |
| 12 | CSharksgirl101 | 76 | Conscientiousness | 0.739645 | strong |
| 13 | CSharksgirl101 | 77 | Extraversion | 0.427282 | moderate |
| 14 | CSharksgirl101 | 75 | Openness | 0.765775 | strong |
| 15 | ChiomaYouthwork\n | 9 | Emotional range | 0.676474 | strong |
| 16 | ChiomaYouthwork\n | 6 | Conscientiousness | 0.666686 | strong |
| 17 | ChiomaYouthwork\n | 8 | Agreeableness | 0.744220 | strong |
| 18 | ChiomaYouthwork\n | 7 | Extraversion | 0.397234 | weak |
| 19 | ChiomaYouthwork\n | 5 | Openness | 0.772921 | strong |
| 20 | DaTruthfulOne | 41 | Conscientiousness | 0.412531 | moderate |
| 21 | DaTruthfulOne | 44 | Emotional range | 0.502139 | moderate |
| 22 | DaTruthfulOne | 43 | Agreeableness | 0.306531 | weak |
| 23 | DaTruthfulOne | 40 | Openness | 0.859266 | very strong |
| 24 | DaTruthfulOne | 42 | Extraversion | 0.397240 | weak |
| 25 | DrMonicaOganes | 96 | Conscientiousness | 0.774437 | strong |
| 26 | DrMonicaOganes | 98 | Agreeableness | 0.956339 | very strong |
| 27 | DrMonicaOganes | 95 | Openness | 0.660127 | strong |
| 28 | DrMonicaOganes | 99 | Emotional range | 0.556729 | moderate |
| 29 | DrMonicaOganes | 97 | Extraversion | 0.871585 | very strong |
| 30 | DraCoquiMD | 37 | Extraversion | 0.381298 | weak |
| 31 | DraCoquiMD | 36 | Conscientiousness | 0.539551 | moderate |
| 32 | DraCoquiMD | 39 | Emotional range | 0.640338 | strong |
| 33 | DraCoquiMD | 35 | Openness | 0.851302 | very strong |
| 34 | DraCoquiMD | 38 | Agreeableness | 0.216673 | weak |
| 35 | DunGaudBeats | 88 | Agreeableness | 0.213415 | weak |
| 36 | DunGaudBeats | 89 | Emotional range | 0.350837 | weak |
| 37 | DunGaudBeats | 87 | Extraversion | 0.532602 | moderate |
| 38 | DunGaudBeats | 86 | Conscientiousness | 0.247891 | weak |
| 39 | DunGaudBeats | 85 | Openness | 0.827199 | very strong |
| 40 | Heathen_Julie | 14 | Emotional range | 0.341364 | weak |
| 41 | Heathen_Julie | 13 | Agreeableness | 0.321227 | weak |
| 42 | Heathen_Julie | 11 | Conscientiousness | 0.694650 | strong |
| 43 | Heathen_Julie | 10 | Openness | 0.925775 | very strong |
| 44 | Heathen_Julie | 12 | Extraversion | 0.766269 | strong |
| 45 | ItsJayK | 51 | Conscientiousness | 0.398412 | weak |
| 46 | ItsJayK | 52 | Extraversion | 0.022945 | very weak |
| 47 | ItsJayK | 50 | Openness | 0.321556 | weak |
| 48 | ItsJayK | 54 | Emotional range | 0.803365 | very strong |
| 49 | ItsJayK | 53 | Agreeableness | 0.264229 | weak |
| 50 | K_Bioguy_Cox | 65 | Openness | 0.786813 | strong |
| 51 | K_Bioguy_Cox | 67 | Extraversion | 0.434700 | moderate |
| 52 | K_Bioguy_Cox | 68 | Agreeableness | 0.174983 | very weak |
| 53 | K_Bioguy_Cox | 69 | Emotional range | 0.529468 | moderate |
| 54 | K_Bioguy_Cox | 66 | Conscientiousness | 0.297395 | weak |
| 55 | KimiaAshk | 62 | Extraversion | 0.479769 | moderate |
| 56 | KimiaAshk | 64 | Emotional range | 0.429740 | moderate |
| 57 | KimiaAshk | 61 | Conscientiousness | 0.659576 | strong |
| 58 | KimiaAshk | 63 | Agreeableness | 0.490759 | moderate |
| 59 | KimiaAshk | 60 | Openness | 0.910839 | very strong |
| 60 | Man_farts530 | 92 | Extraversion | 0.309063 | weak |
| 61 | Man_farts530 | 94 | Emotional range | 0.221515 | weak |
| 62 | Man_farts530 | 93 | Agreeableness | 0.102678 | very weak |
| 63 | Man_farts530 | 91 | Conscientiousness | 0.375195 | weak |
| 64 | Man_farts530 | 90 | Openness | 0.916574 | very strong |
| 65 | Miss_Chaparro | 103 | Agreeableness | 0.182700 | very weak |
| 66 | Miss_Chaparro | 104 | Emotional range | 0.565737 | moderate |
| 67 | Miss_Chaparro | 102 | Extraversion | 0.287215 | weak |
| 68 | Miss_Chaparro | 100 | Openness | 0.754864 | strong |
| 69 | Miss_Chaparro | 101 | Conscientiousness | 0.060825 | very weak |
| 70 | PWeb61 | 124 | Emotional range | 0.157823 | very weak |
| 71 | PWeb61 | 120 | Openness | 0.930678 | very strong |
| 72 | PWeb61 | 123 | Agreeableness | 0.141120 | very weak |
| 73 | PWeb61 | 121 | Conscientiousness | 0.925672 | very strong |
| 74 | PWeb61 | 122 | Extraversion | 0.624108 | strong |
| 75 | RachelBitecofer | 118 | Agreeableness | 0.032034 | very weak |
| 76 | RachelBitecofer | 115 | Openness | 0.948394 | very strong |
| 77 | RachelBitecofer | 119 | Emotional range | 0.284622 | weak |
| 78 | RachelBitecofer | 116 | Conscientiousness | 0.561882 | moderate |
| 79 | RachelBitecofer | 117 | Extraversion | 0.490681 | moderate |
| 80 | Rjdavilaa | 109 | Emotional range | 0.705619 | strong |
| 81 | Rjdavilaa | 108 | Agreeableness | 0.129721 | very weak |
| 82 | Rjdavilaa | 106 | Conscientiousness | 0.119505 | very weak |
| 83 | Rjdavilaa | 105 | Openness | 0.766308 | strong |
| 84 | Rjdavilaa | 107 | Extraversion | 0.272777 | weak |
| 85 | TheQueenNzinga | 16 | Conscientiousness | 0.917752 | very strong |
| 86 | TheQueenNzinga | 17 | Extraversion | 0.660605 | strong |
| 87 | TheQueenNzinga | 15 | Openness | 0.969140 | very strong |
| 88 | TheQueenNzinga | 19 | Emotional range | 0.480242 | moderate |
| 89 | TheQueenNzinga | 18 | Agreeableness | 0.394165 | weak |
| 90 | donovanxramsey | 1 | Conscientiousness | 0.461793 | moderate |
| 91 | donovanxramsey | 4 | Emotional range | 0.292398 | weak |
| 92 | donovanxramsey | 2 | Extraversion | 0.585596 | moderate |
| 93 | donovanxramsey | 0 | Openness | 0.928282 | very strong |
| 94 | donovanxramsey | 3 | Agreeableness | 0.276757 | weak |
| 95 | greenbergepi | 81 | Conscientiousness | 0.629215 | strong |
| 96 | greenbergepi | 83 | Agreeableness | 0.232246 | weak |
| 97 | greenbergepi | 82 | Extraversion | 0.045981 | very weak |
| 98 | greenbergepi | 84 | Emotional range | 0.588158 | moderate |
| 99 | greenbergepi | 80 | Openness | 0.752339 | strong |
| 100 | jameskeiler | 59 | Emotional range | 0.891682 | very strong |
| 101 | jameskeiler | 55 | Openness | 0.776271 | strong |
| 102 | jameskeiler | 57 | Extraversion | 0.444692 | moderate |
| 103 | jameskeiler | 58 | Agreeableness | 0.670680 | strong |
| 104 | jameskeiler | 56 | Conscientiousness | 0.819137 | very strong |
| 105 | jasonhu10530544 | 112 | Extraversion | 0.190575 | very weak |
| 106 | jasonhu10530544 | 110 | Openness | 0.978637 | very strong |
| 107 | jasonhu10530544 | 114 | Emotional range | 0.099924 | very weak |
| 108 | jasonhu10530544 | 113 | Agreeableness | 0.111577 | very weak |
| 109 | jasonhu10530544 | 111 | Conscientiousness | 0.373158 | weak |
| 110 | meganranney | 31 | Conscientiousness | 0.429445 | moderate |
| 111 | meganranney | 33 | Agreeableness | 0.530953 | moderate |
| 112 | meganranney | 30 | Openness | 0.793513 | strong |
| 113 | meganranney | 34 | Emotional range | 0.749309 | strong |
| 114 | meganranney | 32 | Extraversion | 0.370053 | weak |
| 115 | stanley00 | 29 | Emotional range | 0.494358 | moderate |
| 116 | stanley00 | 26 | Conscientiousness | 0.442118 | moderate |
| 117 | stanley00 | 25 | Openness | 0.903320 | very strong |
| 118 | stanley00 | 27 | Extraversion | 0.207127 | weak |
| 119 | stanley00 | 28 | Agreeableness | 0.037467 | very weak |
| 120 | tariqnasheed | 72 | Extraversion | 0.966292 | very strong |
| 121 | tariqnasheed | 74 | Emotional range | 0.046585 | very weak |
| 122 | tariqnasheed | 73 | Agreeableness | 0.039432 | very weak |
| 123 | tariqnasheed | 71 | Conscientiousness | 0.383194 | weak |
| 124 | tariqnasheed | 70 | Openness | 0.993026 | very strong |
In [48]:
df13=df12[df12['Name']=='1BennySGOD']
df14=df12[df12['Name']=='AoverK']
df15=df12[df12['Name']=='CSharksgirl101']
df16=df12[df12['Name']=='ChiomaYouthwork\n']
df17=df12[df12['Name']=='DaTruthfulOne']
In [49]:
df13=df13.sort_values(by=['Percentile'])
df14=df14.sort_values(by=['Percentile'])
df15=df15.sort_values(by=['Percentile'])
df16=df16.sort_values(by=['Percentile'])
df17=df17.sort_values(by=['Percentile'])
In [50]:
import plotly.graph_objects as go
In [64]:
fig = go.Figure()
fig.add_trace(go.Scatterpolar(
r=df13['user_personality'],
theta=df13['Personality'],
fill='toself',
name='1BennySGOD',
line = dict(
color = 'orange'
)
))
fig.add_trace(go.Scatterpolar(
r=df14['user_personality'],
theta=df14['Personality'],
fill='toself',
name='AoverK',
line = dict(
color = 'blue'
)
))
fig.add_trace(go.Scatterpolar(
r=df14['user_personality'],
theta=df14['Personality'],
fill='toself',
name='CSharksgirl101',
line = dict(
color = 'green'
)
))
fig.add_trace(go.Scatterpolar(
r=df14['user_personality'],
theta=df14['Personality'],
fill='toself',
name='ChiomaYouthwork\n',
line = dict(
color = 'black'
)
))
fig.add_trace(go.Scatterpolar(
r=df15['user_personality'],
theta=df15['Personality'],
fill='toself',
name='DaTruthfulOne',
line = dict(
color = 'purple'
)
))
fig.update_layout( plot_bgcolor='black')
fig.show()
In [ ]: